basic EDA

Plot

EHF plot 

##  [1] 2021 2023 2009 1998 2016 1942 1941 1963 1961 1983 2003 1973 1970 2008 2013
## [16] 2007

plot 90th compare different based year

plot certain year temp dist vs baseline 90th

plot 90th (blue) vs all year temp dist (grey). Based line is all year.

Analyze the hw

prepare for the data 

## # A tibble: 40 × 7
##    Month   Day Percentile_90 MAX_TEMP_YEAR DayOfYear Condition Cumulative_Count
##    <int> <int>         <dbl>         <dbl>     <dbl> <lgl>                <dbl>
##  1     1     3          9.52          12.2         3 TRUE                     1
##  2     1     4         10             12.3         4 TRUE                     2
##  3     1    10         10.6           12.6        10 TRUE                     1
##  4     1    11         10.7           11.6        11 TRUE                     2
##  5     1    12         11.1           11.7        12 TRUE                     3
##  6     1    13         11.1           11.5        13 TRUE                     4
##  7     3    16         15.6           16.8        75 TRUE                     1
##  8     3    17         15.6           18.9        76 TRUE                     2
##  9     3    18         15.5           23          77 TRUE                     3
## 10     3    19         15.6           24.5        78 TRUE                     4
## # ℹ 30 more rows

plot overall count of hw through years

plot for heat map

seperate view of the heatmap

examine specific year (grep line vs 90 vs specific year)

according bar

Plot EHF vs Percentile_90 for specific year

1958

1941

2015

2022

1978